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physics.comp-ph2026
Learning subgrid interfacial area in two-phase flows with regime-dependent inductive biases
Anirban Bhattacharjee, Luis H. Hatashita, Suhas S. Jain
The reliability of machine learning in multiscale physical systems depends on how physical structure is embedded into the learning process. We investigate this in the context of tu…
physics.comp-ph2025
Accurate calculation of bubble and droplet properties in diffuse-interface two-phase simulations
Pranav J. Nathan, Suhas S. Jain
In this paper, we address the challenge of accurately calculating droplet/bubble properties (e.g., volume, number) in diffuse-interface two-phase flow simulations. Currently, flood…